{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 0.5 Particles in Harmonic Well\n", "\n", "Here we show how to run some basic particle simulations in a harmonic well. We make use of other Python libraries, like getting random numbers and making complex plots." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import hoomd, hoomd.htf, hoomd.md\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn\n", "import scipy.stats as ss\n", "import tensorflow as tf\n", "tf.get_logger().setLevel('ERROR')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build the computational graph\n", "\n", "Our graph is relatively simply. We just compute the distance from the origin and square that to get a harmonic potential." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You did not provide a virial for normal, so per particle virials will not be correct\n" ] } ], "source": [ "# set-up graph\n", "directory = 'normal'\n", "graph = hoomd.htf.graph_builder(0)\n", "positions = tf.Variable(tf.zeros_like(graph.positions), validate_shape=False, name='positions', trainable=False)\n", "# save positions\n", "save_pos = positions.assign(graph.positions)\n", "# Energy is distance from origin squared\n", "energy = tf.reduce_sum(tf.norm(graph.positions[:,:2], axis=1))\n", "# make it clear to htf that we want to use forces derived from positions, instead of a neighbor list\n", "# by setting positions=True\n", "forces = graph.compute_forces(energy, positions=True)\n", "graph.save(directory,force_tensor=forces, out_nodes=[save_pos])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build Initial Config\n", "\n", "We make the starting momentum and positions random for our particles and create s snapshot to use in hoomd-blue." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HOOMD-blue v2.5.1 DOUBLE HPMC_MIXED SSE SSE2 \n", "Compiled: 03/04/2020\n", "Copyright (c) 2009-2019 The Regents of the University of Michigan.\n", "-----\n", "You are using HOOMD-blue. Please cite the following:\n", "* J A Anderson, C D Lorenz, and A Travesset. \"General purpose molecular dynamics\n", " simulations fully implemented on graphics processing units\", Journal of\n", " Computational Physics 227 (2008) 5342--5359\n", "* J Glaser, T D Nguyen, J A Anderson, P Liu, F Spiga, J A Millan, D C Morse, and\n", " S C Glotzer. \"Strong scaling of general-purpose molecular dynamics simulations\n", " on GPUs\", Computer Physics Communications 192 (2015) 97--107\n", "-----\n", "HOOMD-blue is running on the CPU\n", "notice(2): Group \"all\" created containing 512 particles\n" ] } ], "source": [ "c = hoomd.context.initialize('--mode=cpu')\n", "# set-up initial distribution\n", "p0bar = [[1,0], [0.1,0.1]]\n", "q0bar = [[-3, -1.5], [0.05, 0.05]]\n", "N = 512 # number of particles\n", "T = 1000 # length of trajectories\n", "P = 32 # period of saving positions\n", "\n", "snapshot = hoomd.data.make_snapshot(N=N,\n", " box=hoomd.data.boxdim(Lx=100,\n", " Ly=100,\n", " Lz=1),\n", " particle_types=['A'])\n", "q0 = np.zeros((N,3))\n", "q0[:,0] = ss.norm.rvs(scale=q0bar[1][0], loc=q0bar[0][0], size=N)\n", "q0[:,1] = ss.norm.rvs(scale=q0bar[1][1], loc=q0bar[0][1], size=N)\n", "p0 = np.zeros((N,3))\n", "p0[:,0] = ss.norm.rvs(scale=p0bar[1][0], loc=p0bar[0][0], size=N)\n", "p0[:,1] = ss.norm.rvs(scale=p0bar[1][1], loc=p0bar[0][1], size=N)\n", "\n", "snapshot.particles.position[:] = q0\n", "snapshot.particles.velocity[:] = p0\n", "snapshot.particles.typeid[:] = 0\n", "system = hoomd.init.read_snapshot(snapshot)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the simulation\n", "Now we run the simulation in the NVE ensemble. We disable the hoomd-blue sorter, so that the particle ordering doesn't change. This makes it easy to plot the particles" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "notice(2): Started TF Session Manager.\n", "notice(2): Force mode is FORCE_MODE.tf2hoomd \n", "notice(2): Starting TensorflowCompute \n", "notice(2): completed reallocate\n", "notice(2): Setting flag indicating virial modification will occur\n", "notice(2): TF Session Manager has released control. Starting HOOMD updates\n", "** starting run **\n", "Time 00:00:11 | Step 4768 / 32000 | TPS 464.851 | ETA 00:00:58\n", "Time 00:00:21 | Step 10112 / 32000 | TPS 532.047 | ETA 00:00:41\n", "Time 00:00:31 | Step 13725 / 32000 | TPS 361.291 | ETA 00:00:50\n", "Time 00:00:41 | Step 17312 / 32000 | TPS 357.791 | ETA 00:00:41\n", "Time 00:00:51 | Step 21024 / 32000 | TPS 370.706 | ETA 00:00:29\n", "Time 00:01:01 | Step 24480 / 32000 | TPS 345.402 | ETA 00:00:21\n", "Time 00:01:11 | Step 27264 / 32000 | TPS 275.965 | ETA 00:00:17\n", "Time 00:01:21 | Step 30801 / 32000 | TPS 353.699 | ETA 00:00:03\n", "Time 00:01:24 | Step 32000 / 32000 | TPS 450.347 | ETA 00:00:00\n", "Average TPS: 385.091\n", "---------\n", "** run complete **\n", "notice(2): Sending exit signal.\n", "notice(2): Shutting down TF Manually.\n", "notice(2): TF Queue is waiting, sending None\n" ] } ], "source": [ "# run Hoomd-blue simulation\n", "with hoomd.htf.tfcompute(directory, device='/CPU:0') as tfcompute:\n", " tfcompute.attach(save_period=P)\n", " hoomd.md.integrate.mode_standard(dt=0.001)\n", " hoomd.md.integrate.nve(group=hoomd.group.all()) \n", " c.sorter.disable()\n", " hoomd.run(T * P)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and plot\n", "\n", "Now we plot" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# load particle trajectories\n", "paths = np.empty((T, N, 2) )\n", "\n", "for i in range(1,T):\n", " variables = hoomd.htf.load_variables(directory, checkpoint=i * P, names=['positions'])\n", " paths[i] = variables['positions'][:,:2]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot particle trajectories\n", "def make_segments(data, particle_index):\n", " points = np.array([data[:,particle_index, 0], data[:,particle_index, 1]]).T.reshape(-1, 1, 2)\n", " segments = np.concatenate([points[:-1], points[1:]], axis=1)\n", " return segments\n", "\n", "from matplotlib.collections import LineCollection\n", "plt.figure(figsize=(8,8))\n", "plt.style.use('seaborn-dark')\n", "for i in range(N):\n", " lc = LineCollection(make_segments(paths, i), cmap='cividis', norm=plt.Normalize(0,1), alpha=0.5)\n", " # Set the values used for colormapping\n", " lc.set_array(np.linspace(1,0,T))\n", " lc.set_linewidth(2)\n", " line = plt.gca().add_collection(lc)\n", "plt.xlim(np.nanmin(paths), np.nanmax(paths))\n", "plt.ylim(np.nanmin(paths), np.nanmax(paths))\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.savefig('normal.png', dpi=90)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python (htf-testing)", "language": "python", "name": "htf-testing" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }